Nits

benchmarks/ridge/objective.py

@@ -95,10 +95,7 @@ def evaluate_result(self, weights, intercept, n_iter, **solver_parameters):
         if not (isinstance(n_iter, numbers.Number) or (n_iter is None)):
             n_iter = set(n_iter)
             if len(n_iter) > 1:
-                raise ValueError(
-                    "In multitarget mode, the same number of iterations is expected "
-                    "for all targets, to keep reports comparable."
-                )
+                n_iter = max(n_iter)
             n_iter = n_iter.pop()
 
         # NB: str for n_iter is a more practical type because it enables

benchmarks/ridge/solvers/scikit_learn.py

@@ -46,7 +46,7 @@ def skip(self, **objective_dict):
             )
 
         if solver == "DefaultDense":
-            return True, "No support this solver parameter."
+            return True, "No support for this solver parameter."
 
         return False, None
 

benchmarks/ridge/solvers/scikit_learn_intelex.py

@@ -51,7 +51,7 @@ def skip(self, **objective_dict):
 
         if solver != "DefaultDense":
             # TODO: investigate ?
-            return True, "DefaultDense is the only supported solver parameter."
+            return True, "The only supported solver parameter is DefaultDense."
 
         return False, None